Research ArticleAdult Brain
Open Access
Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction
Jan Lost, Tej Verma, Leon Jekel, Marc von Reppert, Niklas Tillmanns, Sara Merkaj, Gabriel Cassinelli Petersen, Ryan Bahar, Ayyüce Gordem, Muhammad A. Haider, Harry Subramanian, Waverly Brim, Ichiro Ikuta, Antonio Omuro, Gian Marco Conte, Bernadette V. Marquez-Nostra, Arman Avesta, Khaled Bousabarah, Ali Nabavizadeh, Anahita Fathi Kazerooni, Sanjay Aneja, Spyridon Bakas, MingDe Lin, Michael Sabel and Mariam Aboian
American Journal of Neuroradiology September 2023, DOI: https://doi.org/10.3174/ajnr.A8000
Jan Lost
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
bDepartment of Neurosurgery (J.L., M.S.), Heinrich-Heine-University, Duesseldorf, Germany
Tej Verma
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Leon Jekel
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Marc von Reppert
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Niklas Tillmanns
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Sara Merkaj
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Gabriel Cassinelli Petersen
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Ryan Bahar
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Ayyüce Gordem
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Muhammad A. Haider
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Harry Subramanian
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Waverly Brim
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Ichiro Ikuta
cDepartment of Radiology (I.I.), Mayo Clinic Arizona, Phoenix, Arizona
Antonio Omuro
dDepartment of Neurology and Yale Cancer Center (A.O.), Yale School of Medicine, New Haven, Connecticut
Gian Marco Conte
eDepartment of Radiology (G.M.C.), Mayo Clinic, Rochester, Minesotta
Bernadette V. Marquez-Nostra
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Arman Avesta
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
Khaled Bousabarah
fVisage Imaging Inc (K.B., M.L.), San Diego, California
Ali Nabavizadeh
gDepartment of Radiology (A.N.), Perelman School of Medicine, Hospital of University of Pennsylvania, University of Pennsylvania, Philadelphia, Pennsylvania
Anahita Fathi Kazerooni
hDepartment of Neurosurgery (A.F.K.), Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
iDivision of Neurosurgery (A.F.K.), Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
jCenter for Data-Driven Discovery (A.F.K.), Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
Sanjay Aneja
kDepartment of Therapeutic Radiology (S.A), Yale School of Medicine, New Haven, Connecticut
Spyridon Bakas
lCenter for Biomedical Image Computing and Analytics (S.B.), Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
mRichards Medical Research Laboratories (S.B.), Philadelphia, Pennsylvania
nDepartment of Radiology (S.B.), Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
MingDe Lin
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut
fVisage Imaging Inc (K.B., M.L.), San Diego, California
Michael Sabel
bDepartment of Neurosurgery (J.L., M.S.), Heinrich-Heine-University, Duesseldorf, Germany
Mariam Aboian
aFrom the Department of Radiology and Biomedical Imaging (J.L., T.V., L.J., M.v.R., N.T., S.M., G.C.P., R.B., A.G., M.A.H., H.S., W.B., B.V.M.-N., A.A., M.L., M.A.), Yale School of Medicine, New Haven, Connecticut

References
- 1.↵
- Norden AD,
- Wen PY
- 2.↵Johns Hopkins Medicine. Gliomas. June 27, 2022. https://www.hopkinsmedicine.org/health/conditions-and-diseases/gliomas. Accessed June 27, 2022
- 3.↵
- 4.↵
- 5.↵
- 6.↵
- 7.↵
- 8.↵
- Bakas S,
- Reyes M,
- Jakab A, et al
- 9.↵
- 10.↵
- Cassinelli Petersen GI,
- Shatalov J,
- Verma T, et al
- 11.↵
- 12.↵
- 13.↵
- Bakas S,
- Shukla G,
- Akbari H, et al
- 14.↵
- Clark K,
- Vendt B,
- Smith K, et al
- 15.↵
- Heus P,
- Damen J,
- Pajouheshnia R, et al
- 16.↵
- 17.↵
- 18.↵
- 19.↵
- Hegi ME,
- Diserens AC,
- Gorlia T, et al
- 20.↵
- 21.↵
- 22.↵
- 23.↵
- 24.↵
- Lu CF,
- Hsu FT,
- Hsieh KL, et al
- 25.↵
- 26.↵
- 27.↵
- Hedyehzadeh M,
- Maghooli K,
- MomenGharibvand M, et al
- 28.↵
- 29.↵
- 30.↵
- 31.↵
- 32.↵
- 33.↵
- Wagner MW,
- Hainc N,
- Khalvati F, et al
- 34.↵
- 35.↵
- 36.↵
- 37.↵
- 38.↵
- Pfitzner B,
- Steckhan N,
- Arnrich B
- 39.↵
- Baid U,
- Ghodasara S,
- Mohan S, et al
- 40.↵
- 41.↵
- 42.↵RSNA-MICCAI Brain Tumor Radiogenomic Classification. July 13, 2021 to October 15, 2021. https://www.kaggle.com/c/rsna-miccai-brain-tumor-radiogenomic-classification. Accessed June 27, 2022
Advertisement
Jan Lost, Tej Verma, Leon Jekel, Marc von Reppert, Niklas Tillmanns, Sara Merkaj, Gabriel Cassinelli Petersen, Ryan Bahar, Ayyüce Gordem, Muhammad A. Haider, Harry Subramanian, Waverly Brim, Ichiro Ikuta, Antonio Omuro, Gian Marco Conte, Bernadette V. Marquez-Nostra, Arman Avesta, Khaled Bousabarah, Ali Nabavizadeh, Anahita Fathi Kazerooni, Sanjay Aneja, Spyridon Bakas, MingDe Lin, Michael Sabel, Mariam Aboian
Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction
American Journal of Neuroradiology Sep 2023, DOI: 10.3174/ajnr.A8000
0 Responses
Systematic Literature Review of Machine Learning Algorithms Using Pretherapy Radiologic Imaging for Glioma Molecular Subtype Prediction
Jan Lost, Tej Verma, Leon Jekel, Marc von Reppert, Niklas Tillmanns, Sara Merkaj, Gabriel Cassinelli Petersen, Ryan Bahar, Ayyüce Gordem, Muhammad A. Haider, Harry Subramanian, Waverly Brim, Ichiro Ikuta, Antonio Omuro, Gian Marco Conte, Bernadette V. Marquez-Nostra, Arman Avesta, Khaled Bousabarah, Ali Nabavizadeh, Anahita Fathi Kazerooni, Sanjay Aneja, Spyridon Bakas, MingDe Lin, Michael Sabel, Mariam Aboian
American Journal of Neuroradiology Sep 2023, DOI: 10.3174/ajnr.A8000
Jump to section
Related Articles
Cited By...
- No citing articles found.
This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.
- Matteo De Simone, Giorgio Iaconetta, Giuseppina Palermo, Alessandro Fiorindi, Karl Schaller, Lucio De MariaBrain Sciences 2024 14 3
- Chor Yiu Chloe Chung, Laura Elin PigottFrontiers in Radiology 2024 4
- Jan Lost, Nader Ashraf, Leon Jekel, Marc von Reppert, Niklas Tillmanns, Klara Willms, Sara Merkaj, Gabriel Cassinelli Petersen, Arman Avesta, Divya Ramakrishnan, Antonio Omuro, Ali Nabavizadeh, Spyridon Bakas, Khaled Bousabarah, MingDe Lin, Sanjay Aneja, Michael Sabel, Mariam AboianNeuro-Oncology Advances 2024 6 1
- Shahryar Rajai Firouzabadi, Roozbeh Tavanaei, Ida Mohammadi, Alireza Alikhani, Ali Ansari, Mohammadhosein Akhlaghpasand, Bardia Hajikarimloo, Raymund L. Yong, Konstantinos MargetisWorld Neurosurgery 2025 195
More in this TOC Section
Similar Articles
Advertisement